Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 7208 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 844.8 KiB |
| Average record size in memory | 120.0 B |
Variable types
| Numeric | 15 |
|---|
TIME is highly correlated with S and 13 other fields | High correlation |
S is highly correlated with TIME and 13 other fields | High correlation |
T1 is highly correlated with TIME and 13 other fields | High correlation |
T2 is highly correlated with TIME and 13 other fields | High correlation |
T3 is highly correlated with TIME and 13 other fields | High correlation |
T4 is highly correlated with TIME and 13 other fields | High correlation |
T5 is highly correlated with TIME and 13 other fields | High correlation |
T6 is highly correlated with TIME and 13 other fields | High correlation |
T7 is highly correlated with TIME and 13 other fields | High correlation |
T8 is highly correlated with TIME and 13 other fields | High correlation |
T9 is highly correlated with TIME and 13 other fields | High correlation |
T10 is highly correlated with TIME and 13 other fields | High correlation |
T11 is highly correlated with TIME and 13 other fields | High correlation |
T12 is highly correlated with TIME and 13 other fields | High correlation |
Z is highly correlated with TIME and 13 other fields | High correlation |
TIME is uniformly distributed | Uniform |
TIME has unique values | Unique |
S has 1252 (17.4%) zeros | Zeros |
Reproduction
| Analysis started | 2022-11-11 03:26:48.535421 |
|---|---|
| Analysis finished | 2022-11-11 03:27:00.635232 |
| Duration | 12.1 seconds |
| Software version | pandas-profiling v3.4.0 |
| Download configuration | config.json |
| Distinct | 7208 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 300.2916667 |
| Minimum | 0 |
|---|---|
| Maximum | 600.5833333 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 30.02916667 |
| Q1 | 150.1458333 |
| median | 300.2916667 |
| Q3 | 450.4375 |
| 95-th percentile | 570.5541667 |
| Maximum | 600.5833333 |
| Range | 600.5833333 |
| Interquartile range (IQR) | 300.2916667 |
Descriptive statistics
| Standard deviation | 173.4095586 |
|---|---|
| Coefficient of variation (CV) | 0.5774704323 |
| Kurtosis | -1.2 |
| Mean | 300.2916667 |
| Median Absolute Deviation (MAD) | 150.1666667 |
| Skewness | -3.045988314 × 10-16 |
| Sum | 2164502.333 |
| Variance | 30070.875 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 403.5 | 1 | < 0.1% |
| 401 | 1 | < 0.1% |
| 400.9166667 | 1 | < 0.1% |
| 400.8333333 | 1 | < 0.1% |
| 400.75 | 1 | < 0.1% |
| 400.6666667 | 1 | < 0.1% |
| 400.5833333 | 1 | < 0.1% |
| 400.5 | 1 | < 0.1% |
| 400.4166667 | 1 | < 0.1% |
| Other values (7198) | 7198 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.08333333333 | 1 | |
| 0.1666666667 | 1 | |
| 0.25 | 1 | |
| 0.3333333333 | 1 | |
| 0.4166666667 | 1 | |
| 0.5 | 1 | |
| 0.5833333333 | 1 | |
| 0.6666666667 | 1 | |
| 0.75 | 1 |
| Value | Count | Frequency (%) |
| 600.5833333 | 1 | |
| 600.5 | 1 | |
| 600.4166667 | 1 | |
| 600.3333333 | 1 | |
| 600.25 | 1 | |
| 600.1666667 | 1 | |
| 600.0833333 | 1 | |
| 600 | 1 | |
| 599.9166667 | 1 | |
| 599.8333333 | 1 |
| Distinct | 17 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10852.73557 |
| Minimum | 0 |
|---|---|
| Maximum | 20001 |
| Zeros | 1252 |
| Zeros (%) | 17.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 8000 |
| median | 12001 |
| Q3 | 15999 |
| 95-th percentile | 19999 |
| Maximum | 20001 |
| Range | 20001 |
| Interquartile range (IQR) | 7999 |
Descriptive statistics
| Standard deviation | 5904.420783 |
|---|---|
| Coefficient of variation (CV) | 0.5440490782 |
| Kurtosis | -0.4611655028 |
| Mean | 10852.73557 |
| Median Absolute Deviation (MAD) | 3998 |
| Skewness | -0.6607969757 |
| Sum | 78226518 |
| Variance | 34862184.79 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 12001 | 1288 | |
| 0 | 1252 | |
| 15999 | 987 | |
| 14000 | 876 | |
| 9998 | 765 | |
| 8000 | 705 | |
| 18000 | 430 | 6.0% |
| 20001 | 299 | 4.1% |
| 7999 | 242 | 3.4% |
| 13999 | 240 | 3.3% |
| Other values (7) | 124 | 1.7% |
| Value | Count | Frequency (%) |
| 0 | 1252 | |
| 3487 | 1 | < 0.1% |
| 7999 | 242 | 3.4% |
| 8000 | 705 | |
| 9705 | 1 | < 0.1% |
| 9998 | 765 | |
| 10225 | 1 | < 0.1% |
| 12001 | 1288 | |
| 13999 | 240 | 3.3% |
| 14000 | 876 |
| Value | Count | Frequency (%) |
| 20001 | 299 | 4.1% |
| 19999 | 105 | 1.5% |
| 18649 | 1 | < 0.1% |
| 18000 | 430 | 6.0% |
| 17998 | 14 | 0.2% |
| 15999 | 987 | |
| 15997 | 1 | < 0.1% |
| 14000 | 876 | |
| 13999 | 240 | 3.3% |
| 12001 | 1288 |
| Distinct | 67 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.20546615 |
| Minimum | 22.6 |
|---|---|
| Maximum | 25.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.4 KiB |
Quantile statistics
| Minimum | 22.6 |
|---|---|
| 5-th percentile | 23.5 |
| Q1 | 23.6 |
| median | 24 |
| Q3 | 24.7 |
| 95-th percentile | 25.7 |
| Maximum | 25.9 |
| Range | 3.3 |
| Interquartile range (IQR) | 1.1 |
Descriptive statistics
| Standard deviation | 0.7020248256 |
|---|---|
| Coefficient of variation (CV) | 0.02900273935 |
| Kurtosis | -0.4418340712 |
| Mean | 24.20546615 |
| Median Absolute Deviation (MAD) | 0.5 |
| Skewness | 0.656424249 |
| Sum | 174473 |
| Variance | 0.4928388558 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 23.5 | 1359 | |
| 24.6 | 973 | |
| 24 | 956 | |
| 23.6 | 757 | |
| 24.7 | 469 | 6.5% |
| 25.2 | 406 | 5.6% |
| 23.9 | 405 | 5.6% |
| 25 | 320 | 4.4% |
| 23.7 | 306 | 4.2% |
| 25.9 | 260 | 3.6% |
| Other values (57) | 997 |
| Value | Count | Frequency (%) |
| 22.6 | 8 | 0.1% |
| 22.65 | 1 | < 0.1% |
| 22.7 | 3 | < 0.1% |
| 22.75 | 2 | < 0.1% |
| 22.8 | 2 | < 0.1% |
| 22.85 | 1 | < 0.1% |
| 22.9 | 2 | < 0.1% |
| 22.95 | 1 | < 0.1% |
| 23 | 37 | |
| 23.05 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 25.9 | 260 | |
| 25.85 | 2 | < 0.1% |
| 25.8 | 84 | 1.2% |
| 25.75 | 2 | < 0.1% |
| 25.7 | 16 | 0.2% |
| 25.65 | 2 | < 0.1% |
| 25.6 | 20 | 0.3% |
| 25.55 | 2 | < 0.1% |
| 25.5 | 18 | 0.2% |
| 25.45 | 2 | < 0.1% |
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.98827691 |
| Minimum | 22.5 |
|---|---|
| Maximum | 23.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.4 KiB |
Quantile statistics
| Minimum | 22.5 |
|---|---|
| 5-th percentile | 22.5 |
| Q1 | 22.7 |
| median | 23 |
| Q3 | 23.2 |
| 95-th percentile | 23.5 |
| Maximum | 23.5 |
| Range | 1 |
| Interquartile range (IQR) | 0.5 |
Descriptive statistics
| Standard deviation | 0.3084669387 |
|---|---|
| Coefficient of variation (CV) | 0.0134184454 |
| Kurtosis | -0.9771918 |
| Mean | 22.98827691 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | 0.3169364304 |
| Sum | 165699.5 |
| Variance | 0.09515185227 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 23.5 | 1208 | |
| 23.1 | 1068 | |
| 22.8 | 881 | |
| 22.7 | 807 | |
| 22.9 | 790 | |
| 22.6 | 736 | |
| 23 | 651 | |
| 23.3 | 378 | 5.2% |
| 22.5 | 368 | 5.1% |
| 23.2 | 307 | 4.3% |
| Value | Count | Frequency (%) |
| 22.5 | 368 | 5.1% |
| 22.6 | 736 | |
| 22.7 | 807 | |
| 22.8 | 881 | |
| 22.9 | 790 | |
| 23 | 651 | |
| 23.1 | 1068 | |
| 23.2 | 307 | 4.3% |
| 23.3 | 378 | 5.2% |
| 23.4 | 14 | 0.2% |
| Value | Count | Frequency (%) |
| 23.5 | 1208 | |
| 23.4 | 14 | 0.2% |
| 23.3 | 378 | 5.2% |
| 23.2 | 307 | 4.3% |
| 23.1 | 1068 | |
| 23 | 651 | |
| 22.9 | 790 | |
| 22.8 | 881 | |
| 22.7 | 807 | |
| 22.6 | 736 |
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.97715039 |
| Minimum | 22.5 |
|---|---|
| Maximum | 23.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.4 KiB |
Quantile statistics
| Minimum | 22.5 |
|---|---|
| 5-th percentile | 22.6 |
| Q1 | 22.8 |
| median | 22.9 |
| Q3 | 23.1 |
| 95-th percentile | 23.5 |
| Maximum | 23.5 |
| Range | 1 |
| Interquartile range (IQR) | 0.3 |
Descriptive statistics
| Standard deviation | 0.3018987755 |
|---|---|
| Coefficient of variation (CV) | 0.01313908689 |
| Kurtosis | -0.7857693939 |
| Mean | 22.97715039 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | 0.4323706227 |
| Sum | 165619.3 |
| Variance | 0.09114287068 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 23.5 | 1212 | |
| 22.8 | 1027 | |
| 23 | 994 | |
| 22.9 | 868 | |
| 23.1 | 867 | |
| 22.6 | 755 | |
| 22.7 | 667 | |
| 22.5 | 355 | 4.9% |
| 23.2 | 255 | 3.5% |
| 23.3 | 198 | 2.7% |
| Value | Count | Frequency (%) |
| 22.5 | 355 | 4.9% |
| 22.6 | 755 | |
| 22.7 | 667 | |
| 22.8 | 1027 | |
| 22.9 | 868 | |
| 23 | 994 | |
| 23.1 | 867 | |
| 23.2 | 255 | 3.5% |
| 23.3 | 198 | 2.7% |
| 23.4 | 10 | 0.1% |
| Value | Count | Frequency (%) |
| 23.5 | 1212 | |
| 23.4 | 10 | 0.1% |
| 23.3 | 198 | 2.7% |
| 23.2 | 255 | 3.5% |
| 23.1 | 867 | |
| 23 | 994 | |
| 22.9 | 868 | |
| 22.8 | 1027 | |
| 22.7 | 667 | |
| 22.6 | 755 |
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.2954495 |
| Minimum | 22.6 |
|---|---|
| Maximum | 23.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.4 KiB |
Quantile statistics
| Minimum | 22.6 |
|---|---|
| 5-th percentile | 22.7 |
| Q1 | 23 |
| median | 23.3 |
| Q3 | 23.6 |
| 95-th percentile | 23.9 |
| Maximum | 23.9 |
| Range | 1.3 |
| Interquartile range (IQR) | 0.6 |
Descriptive statistics
| Standard deviation | 0.371286384 |
|---|---|
| Coefficient of variation (CV) | 0.01593815067 |
| Kurtosis | -1.086728163 |
| Mean | 23.2954495 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | -0.08999102759 |
| Sum | 167913.6 |
| Variance | 0.137853579 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 23.2 | 786 | |
| 23.6 | 749 | |
| 22.8 | 747 | |
| 23.4 | 683 | |
| 23.5 | 623 | |
| 23.9 | 570 | |
| 23.3 | 558 | |
| 22.9 | 542 | |
| 23 | 530 | |
| 23.7 | 451 | |
| Other values (4) | 969 |
| Value | Count | Frequency (%) |
| 22.6 | 210 | 2.9% |
| 22.7 | 247 | 3.4% |
| 22.8 | 747 | |
| 22.9 | 542 | |
| 23 | 530 | |
| 23.1 | 151 | 2.1% |
| 23.2 | 786 | |
| 23.3 | 558 | |
| 23.4 | 683 | |
| 23.5 | 623 |
| Value | Count | Frequency (%) |
| 23.9 | 570 | |
| 23.8 | 361 | |
| 23.7 | 451 | |
| 23.6 | 749 | |
| 23.5 | 623 | |
| 23.4 | 683 | |
| 23.3 | 558 | |
| 23.2 | 786 | |
| 23.1 | 151 | 2.1% |
| 23 | 530 |
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.23963651 |
| Minimum | 22.7 |
|---|---|
| Maximum | 23.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.4 KiB |
Quantile statistics
| Minimum | 22.7 |
|---|---|
| 5-th percentile | 22.8 |
| Q1 | 23 |
| median | 23.2 |
| Q3 | 23.5 |
| 95-th percentile | 23.7 |
| Maximum | 23.7 |
| Range | 1 |
| Interquartile range (IQR) | 0.5 |
Descriptive statistics
| Standard deviation | 0.3158954025 |
|---|---|
| Coefficient of variation (CV) | 0.01359295798 |
| Kurtosis | -1.284674579 |
| Mean | 23.23963651 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | 0.04708470386 |
| Sum | 167511.3 |
| Variance | 0.09978990532 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 23.7 | 1112 | |
| 23 | 973 | |
| 23.2 | 791 | |
| 23.4 | 767 | |
| 22.9 | 708 | |
| 23.6 | 686 | |
| 22.8 | 644 | |
| 23.1 | 468 | |
| 23.3 | 454 | |
| 23.5 | 338 | 4.7% |
| Value | Count | Frequency (%) |
| 22.7 | 267 | 3.7% |
| 22.8 | 644 | |
| 22.9 | 708 | |
| 23 | 973 | |
| 23.1 | 468 | |
| 23.2 | 791 | |
| 23.3 | 454 | |
| 23.4 | 767 | |
| 23.5 | 338 | 4.7% |
| 23.6 | 686 |
| Value | Count | Frequency (%) |
| 23.7 | 1112 | |
| 23.6 | 686 | |
| 23.5 | 338 | 4.7% |
| 23.4 | 767 | |
| 23.3 | 454 | |
| 23.2 | 791 | |
| 23.1 | 468 | |
| 23 | 973 | |
| 22.9 | 708 | |
| 22.8 | 644 |
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.18446171 |
| Minimum | 23 |
|---|---|
| Maximum | 23.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.4 KiB |
Quantile statistics
| Minimum | 23 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 23 |
| median | 23.1 |
| Q3 | 23.3 |
| 95-th percentile | 23.5 |
| Maximum | 23.6 |
| Range | 0.6 |
| Interquartile range (IQR) | 0.3 |
Descriptive statistics
| Standard deviation | 0.19529633 |
|---|---|
| Coefficient of variation (CV) | 0.008423586988 |
| Kurtosis | -0.8804049008 |
| Mean | 23.18446171 |
| Median Absolute Deviation (MAD) | 0.1 |
| Skewness | 0.6816809507 |
| Sum | 167113.6 |
| Variance | 0.03814065651 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 23 | 2858 | |
| 23.2 | 1149 | |
| 23.1 | 889 | 12.3% |
| 23.5 | 798 | 11.1% |
| 23.4 | 620 | 8.6% |
| 23.3 | 575 | 8.0% |
| 23.6 | 319 | 4.4% |
| Value | Count | Frequency (%) |
| 23 | 2858 | |
| 23.1 | 889 | 12.3% |
| 23.2 | 1149 | |
| 23.3 | 575 | 8.0% |
| 23.4 | 620 | 8.6% |
| 23.5 | 798 | 11.1% |
| 23.6 | 319 | 4.4% |
| Value | Count | Frequency (%) |
| 23.6 | 319 | 4.4% |
| 23.5 | 798 | 11.1% |
| 23.4 | 620 | 8.6% |
| 23.3 | 575 | 8.0% |
| 23.2 | 1149 | |
| 23.1 | 889 | 12.3% |
| 23 | 2858 |
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.88333796 |
| Minimum | 22.4 |
|---|---|
| Maximum | 23.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.4 KiB |
Quantile statistics
| Minimum | 22.4 |
|---|---|
| 5-th percentile | 22.5 |
| Q1 | 22.6 |
| median | 22.8 |
| Q3 | 23 |
| 95-th percentile | 23.5 |
| Maximum | 23.5 |
| Range | 1.1 |
| Interquartile range (IQR) | 0.4 |
Descriptive statistics
| Standard deviation | 0.3268157035 |
|---|---|
| Coefficient of variation (CV) | 0.01428181955 |
| Kurtosis | -0.4564838717 |
| Mean | 22.88333796 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | 0.6864581112 |
| Sum | 164943.1 |
| Variance | 0.1068085041 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 23.5 | 1107 | |
| 22.9 | 1090 | |
| 22.7 | 1022 | |
| 22.8 | 884 | |
| 22.5 | 768 | |
| 23 | 756 | |
| 22.6 | 733 | |
| 23.1 | 379 | 5.3% |
| 22.4 | 344 | 4.8% |
| 23.4 | 81 | 1.1% |
| Other values (2) | 44 | 0.6% |
| Value | Count | Frequency (%) |
| 22.4 | 344 | 4.8% |
| 22.5 | 768 | |
| 22.6 | 733 | |
| 22.7 | 1022 | |
| 22.8 | 884 | |
| 22.9 | 1090 | |
| 23 | 756 | |
| 23.1 | 379 | 5.3% |
| 23.2 | 19 | 0.3% |
| 23.3 | 25 | 0.3% |
| Value | Count | Frequency (%) |
| 23.5 | 1107 | |
| 23.4 | 81 | 1.1% |
| 23.3 | 25 | 0.3% |
| 23.2 | 19 | 0.3% |
| 23.1 | 379 | 5.3% |
| 23 | 756 | |
| 22.9 | 1090 | |
| 22.8 | 884 | |
| 22.7 | 1022 | |
| 22.6 | 733 |
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.03372642 |
| Minimum | 22.5 |
|---|---|
| Maximum | 23.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.4 KiB |
Quantile statistics
| Minimum | 22.5 |
|---|---|
| 5-th percentile | 22.6 |
| Q1 | 22.8 |
| median | 23 |
| Q3 | 23.2 |
| 95-th percentile | 23.5 |
| Maximum | 23.5 |
| Range | 1 |
| Interquartile range (IQR) | 0.4 |
Descriptive statistics
| Standard deviation | 0.3010990249 |
|---|---|
| Coefficient of variation (CV) | 0.01307209348 |
| Kurtosis | -1.12030583 |
| Mean | 23.03372642 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | 0.1714394852 |
| Sum | 166027.1 |
| Variance | 0.0906606228 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 22.8 | 1416 | |
| 23.5 | 1215 | |
| 23 | 1050 | |
| 23.2 | 1035 | |
| 22.7 | 637 | |
| 22.6 | 453 | 6.3% |
| 23.1 | 418 | 5.8% |
| 23.4 | 323 | 4.5% |
| 22.9 | 265 | 3.7% |
| 22.5 | 224 | 3.1% |
| Value | Count | Frequency (%) |
| 22.5 | 224 | 3.1% |
| 22.6 | 453 | 6.3% |
| 22.7 | 637 | |
| 22.8 | 1416 | |
| 22.9 | 265 | 3.7% |
| 23 | 1050 | |
| 23.1 | 418 | 5.8% |
| 23.2 | 1035 | |
| 23.3 | 172 | 2.4% |
| 23.4 | 323 | 4.5% |
| Value | Count | Frequency (%) |
| 23.5 | 1215 | |
| 23.4 | 323 | 4.5% |
| 23.3 | 172 | 2.4% |
| 23.2 | 1035 | |
| 23.1 | 418 | 5.8% |
| 23 | 1050 | |
| 22.9 | 265 | 3.7% |
| 22.8 | 1416 | |
| 22.7 | 637 | |
| 22.6 | 453 | 6.3% |
| Distinct | 83 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.4466773 |
| Minimum | 23 |
|---|---|
| Maximum | 27.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.4 KiB |
Quantile statistics
| Minimum | 23 |
|---|---|
| 5-th percentile | 24 |
| Q1 | 24.4 |
| median | 25.8 |
| Q3 | 26.25 |
| 95-th percentile | 26.75 |
| Maximum | 27.1 |
| Range | 4.1 |
| Interquartile range (IQR) | 1.85 |
Descriptive statistics
| Standard deviation | 0.9845389997 |
|---|---|
| Coefficient of variation (CV) | 0.03869027724 |
| Kurtosis | -1.143562794 |
| Mean | 25.4466773 |
| Median Absolute Deviation (MAD) | 0.6 |
| Skewness | -0.3753473281 |
| Sum | 183419.65 |
| Variance | 0.969317042 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 26 | 433 | 6.0% |
| 26.1 | 431 | 6.0% |
| 26.2 | 413 | 5.7% |
| 26.3 | 404 | 5.6% |
| 24.2 | 371 | 5.1% |
| 25.2 | 346 | 4.8% |
| 26.4 | 300 | 4.2% |
| 24 | 286 | 4.0% |
| 24.4 | 285 | 4.0% |
| 25.9 | 261 | 3.6% |
| Other values (73) | 3678 |
| Value | Count | Frequency (%) |
| 23 | 18 | 0.2% |
| 23.05 | 1 | < 0.1% |
| 23.1 | 5 | 0.1% |
| 23.15 | 1 | < 0.1% |
| 23.2 | 52 | |
| 23.25 | 1 | < 0.1% |
| 23.3 | 4 | 0.1% |
| 23.35 | 1 | < 0.1% |
| 23.4 | 50 | |
| 23.45 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 27.1 | 15 | 0.2% |
| 27.05 | 2 | < 0.1% |
| 27 | 100 | |
| 26.95 | 12 | 0.2% |
| 26.9 | 73 | 1.0% |
| 26.85 | 13 | 0.2% |
| 26.8 | 145 | |
| 26.75 | 18 | 0.2% |
| 26.7 | 194 | |
| 26.65 | 18 | 0.2% |
| Distinct | 65 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.88440622 |
| Minimum | 22.2 |
|---|---|
| Maximum | 28.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.4 KiB |
Quantile statistics
| Minimum | 22.2 |
|---|---|
| 5-th percentile | 22.8 |
| Q1 | 23.1 |
| median | 23.6 |
| Q3 | 27.8 |
| 95-th percentile | 28.2 |
| Maximum | 28.6 |
| Range | 6.4 |
| Interquartile range (IQR) | 4.7 |
Descriptive statistics
| Standard deviation | 2.274441191 |
|---|---|
| Coefficient of variation (CV) | 0.09140025973 |
| Kurtosis | -1.545922894 |
| Mean | 24.88440622 |
| Median Absolute Deviation (MAD) | 0.6 |
| Skewness | 0.5968554918 |
| Sum | 179366.8 |
| Variance | 5.173082733 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 23.1 | 757 | 10.5% |
| 23.6 | 576 | 8.0% |
| 23 | 564 | 7.8% |
| 23.2 | 410 | 5.7% |
| 27.9 | 358 | 5.0% |
| 22.9 | 351 | 4.9% |
| 23.7 | 350 | 4.9% |
| 28.1 | 345 | 4.8% |
| 28.2 | 343 | 4.8% |
| 28 | 331 | 4.6% |
| Other values (55) | 2823 |
| Value | Count | Frequency (%) |
| 22.2 | 13 | 0.2% |
| 22.3 | 40 | 0.6% |
| 22.4 | 38 | 0.5% |
| 22.5 | 25 | 0.3% |
| 22.6 | 47 | 0.7% |
| 22.7 | 166 | 2.3% |
| 22.8 | 281 | 3.9% |
| 22.9 | 351 | |
| 23 | 564 | |
| 23.1 | 757 |
| Value | Count | Frequency (%) |
| 28.6 | 34 | 0.5% |
| 28.5 | 36 | 0.5% |
| 28.4 | 82 | 1.1% |
| 28.3 | 177 | |
| 28.2 | 343 | |
| 28.1 | 345 | |
| 28 | 331 | |
| 27.9 | 358 | |
| 27.8 | 312 | |
| 27.7 | 156 |
| Distinct | 19 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.19372919 |
| Minimum | 22.2 |
|---|---|
| Maximum | 24 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.4 KiB |
Quantile statistics
| Minimum | 22.2 |
|---|---|
| 5-th percentile | 22.5 |
| Q1 | 22.9 |
| median | 23.3 |
| Q3 | 23.5 |
| 95-th percentile | 23.8 |
| Maximum | 24 |
| Range | 1.8 |
| Interquartile range (IQR) | 0.6 |
Descriptive statistics
| Standard deviation | 0.4069188901 |
|---|---|
| Coefficient of variation (CV) | 0.01754434946 |
| Kurtosis | -0.8677133929 |
| Mean | 23.19372919 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | -0.2120036924 |
| Sum | 167180.4 |
| Variance | 0.1655829831 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 23.4 | 815 | |
| 23.3 | 805 | |
| 22.9 | 719 | |
| 23.2 | 639 | |
| 22.8 | 608 | |
| 23.5 | 561 | 7.8% |
| 23.7 | 486 | 6.7% |
| 23.6 | 422 | 5.9% |
| 22.6 | 373 | 5.2% |
| 22.7 | 354 | 4.9% |
| Other values (9) | 1426 |
| Value | Count | Frequency (%) |
| 22.2 | 9 | 0.1% |
| 22.3 | 124 | 1.7% |
| 22.4 | 71 | 1.0% |
| 22.5 | 234 | 3.2% |
| 22.6 | 373 | |
| 22.7 | 354 | |
| 22.8 | 608 | |
| 22.9 | 719 | |
| 23 | 140 | 1.9% |
| 23.1 | 252 | 3.5% |
| Value | Count | Frequency (%) |
| 24 | 24 | 0.3% |
| 23.9 | 229 | 3.2% |
| 23.8 | 343 | |
| 23.7 | 486 | |
| 23.6 | 422 | |
| 23.5 | 561 | |
| 23.4 | 815 | |
| 23.3 | 805 | |
| 23.2 | 639 | |
| 23.1 | 252 | 3.5% |
| Distinct | 16 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.08077137 |
| Minimum | 22.3 |
|---|---|
| Maximum | 23.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.4 KiB |
Quantile statistics
| Minimum | 22.3 |
|---|---|
| 5-th percentile | 22.7 |
| Q1 | 22.9 |
| median | 23.1 |
| Q3 | 23.3 |
| 95-th percentile | 23.6 |
| Maximum | 23.8 |
| Range | 1.5 |
| Interquartile range (IQR) | 0.4 |
Descriptive statistics
| Standard deviation | 0.2838991214 |
|---|---|
| Coefficient of variation (CV) | 0.01230024408 |
| Kurtosis | -0.2673644729 |
| Mean | 23.08077137 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | 0.2152047444 |
| Sum | 166366.2 |
| Variance | 0.08059871114 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 23 | 1197 | |
| 23.1 | 1114 | |
| 22.8 | 909 | |
| 23.3 | 802 | |
| 22.7 | 649 | |
| 23.2 | 631 | |
| 22.9 | 507 | |
| 23.4 | 386 | 5.4% |
| 23.6 | 383 | 5.3% |
| 23.5 | 225 | 3.1% |
| Other values (6) | 405 | 5.6% |
| Value | Count | Frequency (%) |
| 22.3 | 17 | 0.2% |
| 22.4 | 82 | 1.1% |
| 22.5 | 52 | 0.7% |
| 22.6 | 55 | 0.8% |
| 22.7 | 649 | |
| 22.8 | 909 | |
| 22.9 | 507 | |
| 23 | 1197 | |
| 23.1 | 1114 | |
| 23.2 | 631 |
| Value | Count | Frequency (%) |
| 23.8 | 43 | 0.6% |
| 23.7 | 156 | 2.2% |
| 23.6 | 383 | 5.3% |
| 23.5 | 225 | 3.1% |
| 23.4 | 386 | 5.4% |
| 23.3 | 802 | |
| 23.2 | 631 | |
| 23.1 | 1114 | |
| 23 | 1197 | |
| 22.9 | 507 |
| Distinct | 260 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.9768313 |
| Minimum | 3.2 |
|---|---|
| Maximum | 60.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.4 KiB |
Quantile statistics
| Minimum | 3.2 |
|---|---|
| 5-th percentile | 16.4 |
| Q1 | 24.8 |
| median | 29.8 |
| Q3 | 38.9 |
| 95-th percentile | 57.2 |
| Maximum | 60.1 |
| Range | 56.9 |
| Interquartile range (IQR) | 14.1 |
Descriptive statistics
| Standard deviation | 11.74408457 |
|---|---|
| Coefficient of variation (CV) | 0.3672685533 |
| Kurtosis | -0.1836187747 |
| Mean | 31.9768313 |
| Median Absolute Deviation (MAD) | 8.9 |
| Skewness | 0.503827316 |
| Sum | 230489 |
| Variance | 137.9235224 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 26 | 502 | 7.0% |
| 39.7 | 433 | 6.0% |
| 29.4 | 336 | 4.7% |
| 29.8 | 319 | 4.4% |
| 30.6 | 297 | 4.1% |
| 16.9 | 293 | 4.1% |
| 28.2 | 239 | 3.3% |
| 38.7 | 221 | 3.1% |
| 51 | 178 | 2.5% |
| 16.8 | 166 | 2.3% |
| Other values (250) | 4224 |
| Value | Count | Frequency (%) |
| 3.2 | 8 | |
| 4.05 | 1 | < 0.1% |
| 4.9 | 3 | < 0.1% |
| 5.75 | 2 | < 0.1% |
| 6.6 | 2 | < 0.1% |
| 7.45 | 1 | < 0.1% |
| 8.3 | 2 | < 0.1% |
| 8.4 | 6 | |
| 9.15 | 1 | < 0.1% |
| 9.25 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 60.1 | 56 | |
| 59.7 | 44 | 0.6% |
| 59.6 | 138 | |
| 59.25 | 1 | < 0.1% |
| 59.2 | 22 | 0.3% |
| 58.9 | 29 | 0.4% |
| 58.85 | 1 | < 0.1% |
| 58.4 | 53 | 0.7% |
| 58.4 | 7 | 0.1% |
| 58.05 | 1 | < 0.1% |
Auto
The auto setting is an easily interpretable pairwise column metric of the following mapping: vartype-vartype : method, categorical-categorical : Cramer's V, numerical-categorical : Cramer's V (using a discretized numerical column), numerical-numerical : Spearman's ρ. This configuration uses the best suitable for each pair of columns.Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| TIME | S | T1 | T2 | T3 | T4 | T5 | T6 | T7 | T8 | T9 | T10 | T11 | T12 | Z | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.000000 | 0 | 22.60 | 22.6 | 22.7 | 22.6 | 22.7 | 23.2 | 22.6 | 22.6 | 23.0 | 22.3 | 22.3 | 22.4 | 3.20 |
| 1 | 0.083333 | 0 | 22.60 | 22.6 | 22.7 | 22.6 | 22.7 | 23.2 | 22.6 | 22.6 | 23.0 | 22.3 | 22.2 | 22.4 | 3.20 |
| 2 | 0.166667 | 0 | 22.60 | 22.6 | 22.7 | 22.6 | 22.7 | 23.2 | 22.6 | 22.6 | 23.0 | 22.3 | 22.3 | 22.4 | 3.20 |
| 3 | 0.250000 | 0 | 22.60 | 22.6 | 22.7 | 22.6 | 22.7 | 23.2 | 22.6 | 22.6 | 23.0 | 22.3 | 22.3 | 22.4 | 3.20 |
| 4 | 0.333333 | 0 | 22.60 | 22.6 | 22.7 | 22.6 | 22.7 | 23.2 | 22.6 | 22.6 | 23.0 | 22.3 | 22.3 | 22.4 | 3.20 |
| 5 | 0.416667 | 0 | 22.60 | 22.6 | 22.7 | 22.6 | 22.7 | 23.2 | 22.6 | 22.6 | 23.0 | 22.3 | 22.2 | 22.4 | 3.20 |
| 6 | 0.500000 | 12001 | 22.60 | 22.6 | 22.7 | 22.6 | 22.7 | 23.2 | 22.6 | 22.6 | 23.0 | 22.3 | 22.3 | 22.4 | 3.20 |
| 7 | 0.583333 | 12001 | 22.60 | 22.6 | 22.7 | 22.6 | 22.7 | 23.2 | 22.6 | 22.6 | 23.0 | 22.3 | 22.3 | 22.4 | 3.20 |
| 8 | 0.666667 | 12001 | 22.65 | 22.6 | 22.7 | 22.6 | 22.7 | 23.2 | 22.6 | 22.6 | 23.0 | 22.3 | 22.2 | 22.4 | 4.05 |
| 9 | 0.750000 | 12001 | 22.70 | 22.6 | 22.7 | 22.6 | 22.7 | 23.2 | 22.6 | 22.6 | 23.0 | 22.3 | 22.2 | 22.4 | 4.90 |
Last rows
| TIME | S | T1 | T2 | T3 | T4 | T5 | T6 | T7 | T8 | T9 | T10 | T11 | T12 | Z | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 7198 | 599.833333 | 0 | 23.5 | 23.5 | 23.5 | 23.6 | 23.6 | 23.6 | 23.5 | 23.5 | 25.1 | 23.0 | 22.9 | 22.7 | 29.8 |
| 7199 | 599.916667 | 0 | 23.5 | 23.5 | 23.5 | 23.6 | 23.6 | 23.6 | 23.5 | 23.5 | 25.1 | 23.0 | 22.9 | 22.7 | 29.8 |
| 7200 | 600.000000 | 0 | 23.5 | 23.5 | 23.5 | 23.6 | 23.6 | 23.6 | 23.5 | 23.5 | 25.1 | 23.0 | 22.9 | 22.7 | 29.8 |
| 7201 | 600.083333 | 0 | 23.5 | 23.5 | 23.5 | 23.6 | 23.6 | 23.6 | 23.5 | 23.5 | 25.1 | 23.0 | 22.9 | 22.7 | 29.8 |
| 7202 | 600.166667 | 0 | 23.5 | 23.5 | 23.5 | 23.6 | 23.6 | 23.6 | 23.5 | 23.5 | 25.1 | 23.0 | 22.9 | 22.7 | 29.8 |
| 7203 | 600.250000 | 0 | 23.5 | 23.5 | 23.5 | 23.6 | 23.6 | 23.6 | 23.5 | 23.5 | 25.1 | 23.0 | 22.9 | 22.7 | 29.8 |
| 7204 | 600.333333 | 0 | 23.5 | 23.5 | 23.5 | 23.6 | 23.6 | 23.6 | 23.5 | 23.5 | 25.1 | 23.0 | 22.9 | 22.7 | 29.8 |
| 7205 | 600.416667 | 0 | 23.5 | 23.5 | 23.5 | 23.6 | 23.6 | 23.6 | 23.5 | 23.5 | 25.1 | 23.0 | 22.9 | 22.7 | 29.8 |
| 7206 | 600.500000 | 0 | 23.5 | 23.5 | 23.5 | 23.6 | 23.6 | 23.6 | 23.5 | 23.5 | 25.1 | 23.0 | 22.9 | 22.7 | 29.8 |
| 7207 | 600.583333 | 0 | 23.5 | 23.5 | 23.5 | 23.6 | 23.6 | 23.6 | 23.5 | 23.5 | 25.1 | 23.0 | 22.9 | 22.7 | 29.8 |